Multivariate Time Series Anomaly Detection on PSM
98.66PrecisionDMamba
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| DMamba2026.03 | 98.66 | 82.59 | 89.91 | — | |
| MtsCID2026.03 | 98.57 | 98.51 | 98.54 | — | |
| DBR-AF2026.03 | 98.42 | 99.83 | 98.88 | — | |
| TFMAE2026.03 | 98.06 | 99.06 | 98.56 | — | |
| EDAD2026.03 | 97.8 | 98.4 | 98.1 | — | |
| MEMTO2026.03 | 97.47 | 98.6 | 98.03 | — | |
| MEMTO2023.12 | 97.46 | 99.23 | 98.34 | — | |
| DCdetector2026.03 | 97.24 | 97.72 | 97.48 | — | |
| A.T.2026.03 | 96.91 | 98.9 | 97.89 | — | |
| Anomaly Transformer2023.12 | 96.81 | 98.63 | 97.71 | — | |
| CATCH2026.03 | 96.68 | 98.23 | 97.45 | — | |
| Deep-SVDD2023.12 | 95.41 | 86.49 | 90.73 | — | |
| D3R2026.03 | 93.84 | 99.11 | 96.45 | — | |
| DAGMM2023.12 | 93.49 | 70.03 | 80.08 | — | |
| DAGMM2026.03 | 93.49 | 70.03 | 80.08 | — | |
| BeatGAN2023.12 | 90.3 | 93.84 | 92.04 | — | |
| OmniAnomaly2023.12 | 88.39 | 74.46 | 80.83 | — | |
| THOC2023.12 | 88.14 | 90.99 | 89.54 | — | |
| InterFusion2023.12 | 83.61 | 83.45 | 83.52 | — | |
| IF2024.10 | 80.2 | 0.4 | 0.7 | — | |
| MMPCACD2023.12 | 76.25 | 78.35 | 77.29 | — | |
| MPPCACD2026.03 | 76.25 | 78.35 | 77.29 | — | |
| Isolation Forest2023.12 | 76.09 | 92.45 | 83.48 | — | |
| Isolation Forest2026.03 | 76.09 | 92.45 | 83.48 | — | |
| LSTM-VAE2023.12 | 73.62 | 89.92 | 80.96 | — | |
| DLin2024.10 | 65.8 | 2.5 | 4.7 | — | |
| Modern2024.10 | 65.3 | 4.7 | 8.9 | — | |
| Patch2024.10 | 65.3 | 4.7 | 8.8 | — | |
| NLin2024.10 | 64.4 | 4.7 | 8.7 | — | |
| OC-SVM2023.12 | 62.75 | 80.89 | 70.67 | — | |
| OC-SVM2026.03 | 62.75 | 80.89 | 70.67 | — | |
| CATCH2024.10 | 62.4 | 6.4 | 11.6 | — | |
| iTrans2024.10 | 60 | 5.8 | 10.5 | — | |
| TsNet2024.10 | 59.1 | 4.8 | 8.8 | — | |
| LOF2023.12 | 57.89 | 90.49 | 70.61 | — | |
| LOF2026.03 | 57.89 | 90.49 | 70.61 | — | |
| Ocsvm2024.10 | 54.8 | 29.9 | 38.7 | — | |
| HBOS2024.10 | 54.4 | 30.2 | 38.9 | — | |
| DualTF2024.10 | 46.1 | 55.9 | 50.6 | — | |
| AE2024.10 | 44.4 | 11 | 17.6 | — | |
| PCA2024.10 | 42.7 | 42.1 | 42.4 | — | |
| ATrans2024.10 | 39.6 | 2.5 | 4.6 | — | |
| TFAD2024.10 | 28.2 | 0.5 | 1 | — | |
| DC2024.10 | 27.8 | 24.3 | 25.9 | — | |
| AnomalyTransformer2026.03 | — | — | — | 21 | |
| ARTA2026.03 | — | — | — | 30 | |
| AutoEncoder2026.03 | — | — | — | 28 | |
| CBLOF2026.03 | — | — | — | 19 | |
| COPOD2026.03 | — | — | — | 20 | |
| DeepAnT2026.03 | — | — | — | 22 | |
| Donut2026.03 | — | — | — | 20 | |
| EIF2026.03 | — | — | — | 18 | |
| FITS2026.03 | — | — | — | 13 | |
| FREE2026.03 | — | — | — | 19 | |
| HBOS2026.03 | — | — | — | 17 | |
| IForest2026.03 | — | — | — | 19 | |
| KMeansAD2026.03 | — | — | — | 21 | |
| KNN2026.03 | — | — | — | 12 | |
| LOF2026.03 | — | — | — | 15 | |
| LSTMAD2026.03 | — | — | — | 24 | |
| MCD2026.03 | — | — | — | 26 | |
| OCSVM2026.03 | — | — | — | 19 | |
| OFA2026.03 | — | — | — | 17 | |
| OmniAnomaly2026.03 | — | — | — | 16 | |
| PCA2026.03 | — | — | — | 16 | |
| RobustPCA2026.03 | — | — | — | 12 | |
| TimesNet2026.03 | — | — | — | 14 | |
| TranAD2026.03 | — | — | — | 23 | |
| TSPulseEvaluation protocol=Zero-Shot2026.03 | — | — | — | 14 | |
| TSPulseEvaluation protocol=Fine-Tuned2026.03 | — | — | — | 14 | |
| USAD2026.03 | — | — | — | 19 |